{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "86dafd25-96af-44c4-8cef-36e17e349f0c",
   "metadata": {},
   "source": [
    "# 机器学习中的几个重要概念"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c4471de2-ba8a-46a7-a557-924601760592",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "731ecec2-4ab3-4a73-be3d-59c9c6b9670c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('Salary_Data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "667386ce-aeca-4ee3-9a22-9433d3d53ff4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 33 entries, 0 to 32\n",
      "Data columns (total 2 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   YearsExperience  33 non-null     float64\n",
      " 1   Salary           33 non-null     float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 660.0 bytes\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0b627c9b-2f65-4d17-b5df-93dceec13363",
   "metadata": {},
   "outputs": [],
   "source": [
    "x=df['YearsExperience']\n",
    "y=df['Salary']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b4ab122b-7552-44ed-bb94-7d7ffd6fb1c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x,y,c='red',marker='+')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "39d66eca-d76e-40ed-a82d-b0388371491b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_pred(w, b):\n",
    "  y_pred = x*w + b\n",
    "  plt.plot(x, y_pred, color=\"blue\", label=\"预测\")\n",
    "  plt.scatter(x, y, marker=\"x\", color=\"red\", label=\"真实数据\")\n",
    "  plt.title(\"工作年限-工资\")\n",
    "  plt.xlabel(\"年限\")\n",
    "  plt.ylabel(\"工资（千）\")\n",
    "  plt.xlim([0, 12])\n",
    "  plt.ylim([-60, 140])\n",
    "  plt.legend()\n",
    "  plt.show()\n",
    "\n",
    "plot_pred(-5, -30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2f55ba60-f897-4784-86ed-7085797670f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9b939a1a680641a9bc4127e727b66755",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=0, description='w', min=-100), IntSlider(value=0, description='b', min=-…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.plot_pred(w, b)>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from ipywidgets import interact\n",
    "\n",
    "interact(plot_pred, w=(-100, 100, 1), b=(-100, 100, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22d1e154-f871-403c-bb31-2a02f454057e",
   "metadata": {},
   "source": [
    "## loss function 损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0559e655-b15c-455d-be90-f87c2c95fff3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_cost(x, y, w, b):\n",
    "  y_pred = w*x + b\n",
    "  cost = (y - y_pred)**2\n",
    "  cost = cost.sum() / len(x)\n",
    "\n",
    "  return cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "af77c197-56e7-4447-8323-d56ea1c49c75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cost_value=[]\n",
    "for w in range(-100,101):\n",
    "    cost=compute_cost(x, y, w, 0)\n",
    "    cost_value.append(cost)\n",
    "plt.plot(range(-100,101),cost_value)\n",
    "plt.xlabel('w')\n",
    "plt.ylabel('cost')\n",
    "plt.title('cost_function b=0 w=-100~100')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0a4bac06-c39f-43f8-bc08-7638e530013a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cost_value=[]\n",
    "for b in range(-100,101):\n",
    "    cost=compute_cost(x, y, 2, b)\n",
    "    cost_value.append(cost)\n",
    "plt.plot(range(-100,101),cost_value)\n",
    "plt.xlabel('b')\n",
    "plt.ylabel('cost')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e296ea8c-e77e-4ae2-9f8d-f3079e871c7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[461185.0069697 , 459973.36757576, 458763.72818182, ...,\n",
       "        260286.4069697 , 259470.76757576, 258657.12818182],\n",
       "       [453468.4380303 , 452266.56227273, 451066.68651515, ...,\n",
       "        254503.0380303 , 253697.16227273, 252893.28651515],\n",
       "       [445817.42      , 444625.30787879, 443435.19575758, ...,\n",
       "        248785.22      , 247989.10787879, 247194.99575758],\n",
       "       ...,\n",
       "       [211743.7369697 , 212465.29757576, 213188.85818182, ...,\n",
       "        393618.7369697 , 394736.29757576, 395855.85818182],\n",
       "       [217006.2480303 , 217737.57227273, 218470.89651515, ...,\n",
       "        400814.4480303 , 401941.77227273, 403071.09651515],\n",
       "       [222334.31      , 223075.39787879, 223818.48575758, ...,\n",
       "        408075.71      , 409212.79787879, 410351.88575758]])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "ws = np.arange(-100, 101)\n",
    "bs = np.arange(-100, 101)\n",
    "costs = np.zeros((201, 201))\n",
    "\n",
    "i = 0\n",
    "for w in ws: \n",
    "  j = 0\n",
    "  for b in bs: \n",
    "    cost = compute_cost(x, y, w, b)\n",
    "    costs[i,j] = cost\n",
    "    j = j+1\n",
    "  i = i+1\n",
    "\n",
    "costs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "e6e55707-4d42-44fc-90b7-70d50c429ea6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当w=[2], b=[8] 会有最小的cost:[2.87151515]\n"
     ]
    }
   ],
   "source": [
    "import matplotlib as mpl \n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "\n",
    "plt.figure(figsize=(7, 7))\n",
    "ax = plt.axes(projection=\"3d\")\n",
    "ax.view_init(10, 40)\n",
    "ax.xaxis.set_pane_color((0, 0, 0))\n",
    "ax.yaxis.set_pane_color((0, 0, 0))\n",
    "ax.zaxis.set_pane_color((0, 0, 0))\n",
    "\n",
    "b_grid, w_grid = np.meshgrid(bs, ws)\n",
    "# https://wangyeming.github.io/2018/11/12/numpy-meshgrid/\n",
    "\n",
    "ax.plot_surface(w_grid, b_grid, costs, cmap=\"Spectral_r\", alpha=0.7)\n",
    "ax.plot_wireframe(w_grid, b_grid, costs, color=\"black\", alpha=0.1)\n",
    "\n",
    "ax.set_title(\"w b 对应的 cost\")\n",
    "ax.set_xlabel(\"w\")\n",
    "ax.set_ylabel(\"b\")\n",
    "ax.set_zlabel(\"cost\")\n",
    "\n",
    "w_index, b_index = np.where(costs == np.min(costs))\n",
    "ax.scatter(ws[w_index], bs[b_index], costs[w_index, b_index], color=\"red\", s=40)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "print(f\"当w={ws[w_index]}, b={bs[b_index]} 会有最小的cost:{costs[w_index, b_index]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "e1d38974-e56f-4913-9ed3-273cb5b28a13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def gradient_descent(x, y, w_init, b_init, learning_rate, cost_function, gradient_function, run_iter, p_iter=1000):\n",
    "  \n",
    "  c_hist = []\n",
    "  w_hist = []\n",
    "  b_hist = []\n",
    "  \n",
    "  w = w_init\n",
    "  b = b_init\n",
    "\n",
    "  for i in range(run_iter):\n",
    "    w_gradient, b_gradient = gradient_function(x, y, w, b)\n",
    "\n",
    "    w = w - w_gradient*learning_rate\n",
    "    b = b - b_gradient*learning_rate\n",
    "    cost = cost_function(x, y, w, b)\n",
    "\n",
    "    w_hist.append(w)\n",
    "    b_hist.append(b)\n",
    "    c_hist.append(cost)\n",
    "\n",
    "    if i%p_iter == 0:\n",
    "      print(f\"Iteration {i:5} : Cost {cost: .4e}, w: {w: .2e}, b: {b: .2e}, w_gradient: {w_gradient: .2e}, b_gradient: {b_gradient: .2e}\")\n",
    "\n",
    "  return w, b, w_hist, b_hist, c_hist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "2c0ebf33-9859-4ace-b9f7-4938d2a49f24",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_gradient(x, y, w, b):\n",
    "  w_gradient = (x*(w*x+b -y)).mean()\n",
    "  b_gradient = (w*x+b -y).mean()\n",
    "  return w_gradient, b_gradient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "3d951a84-991e-4279-ace5-54d1e3eb87fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration     0 : Cost  3.5355e+02, w:  1.09e-01, b:  1.81e-02, w_gradient: -1.09e+02, b_gradient: -1.81e+01\n",
      "Iteration  1000 : Cost  8.8106e+00, w:  3.03e+00, b:  2.02e+00, w_gradient:  2.00e-01, b_gradient: -1.33e+00\n",
      "Iteration  2000 : Cost  6.0039e+00, w:  2.85e+00, b:  3.18e+00, w_gradient:  1.53e-01, b_gradient: -1.02e+00\n",
      "Iteration  3000 : Cost  4.3582e+00, w:  2.72e+00, b:  4.08e+00, w_gradient:  1.17e-01, b_gradient: -7.80e-01\n",
      "Iteration  4000 : Cost  3.3933e+00, w:  2.62e+00, b:  4.76e+00, w_gradient:  8.97e-02, b_gradient: -5.98e-01\n",
      "Iteration  5000 : Cost  2.8275e+00, w:  2.54e+00, b:  5.29e+00, w_gradient:  6.87e-02, b_gradient: -4.58e-01\n",
      "Iteration  6000 : Cost  2.4958e+00, w:  2.48e+00, b:  5.69e+00, w_gradient:  5.26e-02, b_gradient: -3.50e-01\n",
      "Iteration  7000 : Cost  2.3013e+00, w:  2.43e+00, b:  6.00e+00, w_gradient:  4.03e-02, b_gradient: -2.68e-01\n",
      "Iteration  8000 : Cost  2.1873e+00, w:  2.40e+00, b:  6.23e+00, w_gradient:  3.09e-02, b_gradient: -2.05e-01\n",
      "Iteration  9000 : Cost  2.1204e+00, w:  2.37e+00, b:  6.41e+00, w_gradient:  2.36e-02, b_gradient: -1.57e-01\n",
      "Iteration 10000 : Cost  2.0812e+00, w:  2.35e+00, b:  6.55e+00, w_gradient:  1.81e-02, b_gradient: -1.20e-01\n",
      "Iteration 11000 : Cost  2.0582e+00, w:  2.33e+00, b:  6.66e+00, w_gradient:  1.39e-02, b_gradient: -9.22e-02\n",
      "Iteration 12000 : Cost  2.0447e+00, w:  2.32e+00, b:  6.74e+00, w_gradient:  1.06e-02, b_gradient: -7.06e-02\n",
      "Iteration 13000 : Cost  2.0368e+00, w:  2.31e+00, b:  6.80e+00, w_gradient:  8.12e-03, b_gradient: -5.41e-02\n",
      "Iteration 14000 : Cost  2.0322e+00, w:  2.30e+00, b:  6.85e+00, w_gradient:  6.22e-03, b_gradient: -4.14e-02\n",
      "Iteration 15000 : Cost  2.0295e+00, w:  2.30e+00, b:  6.88e+00, w_gradient:  4.76e-03, b_gradient: -3.17e-02\n",
      "Iteration 16000 : Cost  2.0279e+00, w:  2.29e+00, b:  6.91e+00, w_gradient:  3.65e-03, b_gradient: -2.43e-02\n",
      "Iteration 17000 : Cost  2.0269e+00, w:  2.29e+00, b:  6.93e+00, w_gradient:  2.79e-03, b_gradient: -1.86e-02\n",
      "Iteration 18000 : Cost  2.0264e+00, w:  2.29e+00, b:  6.95e+00, w_gradient:  2.14e-03, b_gradient: -1.42e-02\n",
      "Iteration 19000 : Cost  2.0261e+00, w:  2.29e+00, b:  6.96e+00, w_gradient:  1.64e-03, b_gradient: -1.09e-02\n"
     ]
    }
   ],
   "source": [
    "w_init = 0\n",
    "b_init = 0\n",
    "learning_rate = 1.0e-3\n",
    "run_iter = 20000\n",
    "\n",
    "w_final, b_final, w_hist, b_hist, c_hist = gradient_descent(x, y, w_init, b_init, learning_rate, compute_cost, compute_gradient, run_iter)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9bbe16e-ba78-430e-b47e-c9f550dd8673",
   "metadata": {},
   "source": [
    "## 这个数据第二列和第三列分别对应电视和广播的广告报价数据，这两列数据是有相关性的，要求画出散点图，用线性回归拟合，画出拟合的直线并给出直线的方程（y=kx+b 的形式）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "25e88252-53a1-4982-987d-7fede731f202",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import cross_val_predict, train_test_split\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ed53adc6-e2c2-461c-b273-19909782f2f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('DutchAdvert.csv')\n",
    "x=pd.DataFrame(df['tv'])\n",
    "y=pd.DataFrame(df['radio'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "9a78ad35-0085-4fc0-98a1-d0e3df2a2c0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.5,random_state=1)\n",
    "lr= LinearRegression()\n",
    "lr.fit(x_train,y_train)\n",
    "y_pred=lr.predict(x_test)\n",
    "k=lr.coef_[0][0]\n",
    "b=lr.intercept_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "7a5c79b0-f317-46ed-9ae0-f263209aa745",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "y= 0.13890425928980082 x + 761.1473543435795\n"
     ]
    }
   ],
   "source": [
    "plt.scatter(x_train,y_train,c='red',marker='o',label='train_data')\n",
    "plt.scatter(x_test,y_test,c='green',marker='+',label='test_data')\n",
    "plt.plot(x_test,y_pred,'k--',label='predict')\n",
    "plt.xlabel('tv')\n",
    "plt.ylabel('radio')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print('y=',k,'x +',b)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
